{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# hello matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 导包\n",
    "import matplotlib.pyplot as plt\n",
    "# 2. 绘制画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# 3. 准备数据\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [6, 7, 8, 9, 10]\n",
    "# 4. 绘图\n",
    "plt.plot(x, y)\n",
    "# 5. 显示\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 设置画布属性与图片保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2. 绘制画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# 3. 准备数据\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [6, 7, 8, 9, 10]\n",
    "# 4. 绘图\n",
    "plt.plot(x, y)\n",
    "# 保存图像 \n",
    "# 注意：保存图像要放在show()函数之前，因为show之后会释放计算机的内存资源\n",
    "plt.savefig(\"test.png\")\n",
    "# 5. 显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 辅助显示层"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 导包\n",
    "import random\n",
    "# 2. 准备数据\n",
    "x = range(60)\n",
    "y_shenzen = [random.uniform(26,38) for i in x]\n",
    "\n",
    "# 3. 创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 4. 绘图\n",
    "plt.plot(x, y_shenzen)\n",
    "\n",
    "# 构造x轴标签\n",
    "x_ticks_label = ['11点{}分'.format(i) for i in x ]\n",
    "# 构造y轴标签\n",
    "y_ticks = range(40)\n",
    "\n",
    "plt.xticks(x[::5], x_ticks_label[::5])\n",
    "plt.yticks(y_ticks[::5])\n",
    "\n",
    "# 5. 显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
